{
 "cells": [
  {
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-04-09T02:26:09.445624Z",
     "start_time": "2025-04-09T02:26:08.965291Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from setuptools.command.rotate import rotate"
   ],
   "id": "initial_id",
   "outputs": [],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-09T02:26:09.557304Z",
     "start_time": "2025-04-09T02:26:09.455146Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#画折线图\n",
    "plt.plot([1,0,9],[4,5,6])\n",
    "plt.show()"
   ],
   "id": "eee7862d84f93f9f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "4c5a5004781daf28"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-09T02:26:09.703535Z",
     "start_time": "2025-04-09T02:26:09.575487Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "\n",
    "x = range(2,26,2)\n",
    "#生成与x等长的y\n",
    "y = [random.randint(15,30) for i in x]\n",
    "#设置图片大小，dpi为像素密度\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "#设置x标签\n",
    "x_ticks_label=[f\"{i}:00\"for i in x]\n",
    "#设置标签，第一个位置为标签位置，第二个位置是覆盖后的标签，第三个位置是旋转角度\n",
    "plt.xticks(x,x_ticks_label,rotation = 45)\n",
    "#设置需要的y标签列表，覆盖所有可能的取值\n",
    "y_ticks_label=[\"{}C\".format(i) for i in range(min(y),max(y)+1)]\n",
    "#生成y标签，用y标签和y取值对应\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "8d03177de7bde104",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-09T02:26:26.875685Z",
     "start_time": "2025-04-09T02:26:26.656304Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "x = np.arange(1,100)\n",
    "fig,axes = plt.subplots(2,2)\n",
    "ax1 = axes[0,0]\n",
    "ax2 = axes[0,1]\n",
    "ax3 = axes[1,0]\n",
    "ax4 = axes[1,1]\n",
    "fig = plt.figure(figsize = (20,8),dpi = 80)\n",
    "ax1.plot(x,x)\n",
    "ax2.plot(x,-x)\n",
    "ax3.plot(x,x**2)\n",
    "ax4.plot(x,np.log(x))\n",
    "plt.show()"
   ],
   "id": "9fba0b44d4d444a8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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OHTvKKvO/NloWeYfIJ8pSrivzFX3JN8S8bZNeaIhAbwdM2BiJmKRM9Fx0DB+/3BR9W2l3qRaR1gU+OTk5MDQsXxhlZGQke2wIoruqyKREOyBloCPq3UXvrjFjxqglzUSVTZTsLD1wDV/+cQUlCqBeTSssGdQSjVy1p0FtZahZs6ZcHoco6RFBT0BAAFatWvW3fCQoKEg2bi4sLJTV6MLevXvh4+ODGjX0c8yjdvWd5JhPkzZG4ui1FEz96TzCbtzHJy83g5WZRv5EEOleVVfPnj3x2WefYefOnXJsji1btmD+/Pl45ZVX5H5xpyva/Hz66afYtm0bLly4gDfffFP29OrVq5e6k0/0zJIz8zD4u1P4797SoKdPSw9ZtaVvQc+TEEHP888/Dy8vL1k1fu/ePdlup2zbnYEDB8qGzWK8H9HlfePGjViwYAEmT54MfVbTxkw2ev5354YQ89f+cuYOXlp8FNGJ2tmQm0jrurNnZmbKAQxFwJOcnCwDmgEDBsgBC5W9MUSyxeBkoig7LS0NISEhWLp0KRo2bPjY76Ot3VJJtx27loIJGyKRkpUPCxMj2Wvr1QAP6KLKvAbFUBZDhw6tcF/ZbE4MYDh27FiEh4fDyckJ48ePx/Tp09WSZk2k71WrpB2e5TrUyMCnuuh6BkbaV7W1YN9VLNp/FeKqbOhijaWDWqK+sw10lTZeg9qY5qdpTD950zkcunJProvG9J+90gw2HDKBNITOjeNDpG+SMvIwcOUJLNxXGvT0a+WJX8eG6HTQQ5rL0doMq4a0xvSujWQj6G3n7qLnoqO4eCdd3UkjemYMfIjUTNxVv7jgCE7GpsLK1AgL+rfAF682h4WpkbqTRnrM0NAAY56vh01vtYW7nTlu3s9B72XH8UPYzXJVh0TahoEPkRqnEBDj8ohGzPezC+QUAqIB88staqk7aUQqAbUdsPOd9ght7IyCohJ88GsUxq4/g4y8QnUnjeipMPAhUoOE9FwMWHlCjsQsDAr0kqMwc94k0kQ1rEyx8s1WeL97YxgbGuC3C4ly2pTzt9PUnTSiJ8bAh6iaHYhOllVb4TcfwNrMGIsH+uOzV3xhbsKqLdJcolfXiPZ1sXl0EGrZWyA+NRd9lh3Hd0djWfVFWoWBD1E1KSwuwf/9dllOPfEgpxC+teyw850Q9Gjuru6kET02f68acsDDzk1cUFiswMc7LuGtHyKQnsOqL9IODHyIqkF8ag76Lg/D14dvyPUh7ergpzFBqO1ope6kET0xO0sTrHgjAB/2bAJTI0P8fikJLy48grNxFc9wT6RJGPgQVbE9UaXtISLj02Brbix/MGa/1BRmxqzaIu2u+hoa7I2fx7RDbUdL3EnL/TO4v44SMdw4kYZi4ENURfKLijF7W5SsBsjIK4Kfp73sHdOlacWTYRJpI18PO9kbsXtzNxSVKPB/v0VjxPenkZpdoO6kEVWIgQ9RFbh1PxuvLgvD6uM35frI9t7Y/FYQPB0s1Z00okpna26CxQP88WmvZjA1NsT+6GRZyhl+M1XdSSP6GwY+RJXstwsJ6LHwKC7cSYe9pQm+HdwK73VvIn8QiHS56uv1trWx9e1g1HWyQkJ6Hvp/fQJLDlxj1RdpFObERJUkr7AYH2y9iLfXnUFmfhECapf2funU2EXdSSOqNk3cbbFtfAh6tXCX88/N2xODIavD5aS7RJqAgQ9RJYhNyUbvpcfxw4lbcn30c/WwYVRbuNtbqDtpRNVOjE/1Zb8W+KKPGJ/KEIf/nJYl7Pp9dSeNiIEP0bP6NfIOeiw8gksJGXCwMsXqoa0xo1sjmBjx8iL9rvrq19rrz8l2rZGcmY9B35zAgj+uypIgInVhzkz0DFVbM34+jwkbIpFdUIw23g6yaut5H2d1J41IY/i42mDbuGC8GuABEe98+ccVvPHtSSRn5qk7aaSnGPgQPYVryVnoteQYNoTHw8AAGP+v+lg/IhCudubqThqRxrE0NcZ/+vrhv339YGFihOPX78uqr6NXU9SdNNJDDHyIntDPEbfRc9FRRCdmwsnaDD8MC8SUzj4wZtUW0SP1CfDA9vHB8HGxQUpWAd747iTm/x7Dqi+qVsypiR5TTkER/r35HKZsPofcwmK0q+eI3yaEIKSBk7qTRqQ16jvbYOvYYAxo4wkxt+nC/dcwcOUJJGWw6ouqBwMfosdwJSkTLy0+hp8ibsPQAJgU2hA/DA+Esw2rtoielIWpEeb0bo4F/VvAytQIJ2NT0W3BERyMSVZ30kgPMPAhegSFQoGN4XF4afFR2a7H2cYM60a0xYTQBjASERARPbWXW9SS0100drOVU1wMWRWOL3ZHo6i4RN1JIx2msYHPnTt38Prrr8PR0REWFhbw9fXF6dOny/0gzZo1C25ubnJ/aGgorl69qtY0k27Jyi/C5E3nMP3nC8grLEH7Bk74bUJ7BNVzVHfS6B/k5+ejRYsWskt1ZGRkuX3nz59H+/btYW5uDk9PT8ydO1dt6SSgbk1rbHm7Hd5oW1uuLzt4XY74fDctV91JIx2lkYHPgwcPEBwcDBMTE+zatQuXLl3Cf//7X9SoUUN1jMisFi5ciOXLl+PkyZOwsrJCly5dkJfHemJ6dpfuZuClRUex5ewdWbIztYsP1gxtIxszk+abNm0a3N3d/7Y9IyMDnTt3Ru3atREREYF58+Zh9uzZ+Prrr9WSTiplbmKET3o1w5KBLWFjZozTtx7gxYVHsO9ykrqTRjrIGBroiy++kHdiq1atUm3z9vYuV9rz1Vdf4f3338fLL78st33//fdwcXHB1q1b0b9/f7Wkm7Sf+G6tOxmHj3dcQkFRCdzszLFwgD9a13FQd9LoMYmbpd9//x0///yzfF7WunXrUFBQgO+++w6mpqZo2rSpLBGaP38+Ro0apbY0Uykxw3uzWrYYt/6snOtu+JrTGBHijWldG3GuO6o0GvlN2rZtG1q1aoW+ffvC2dkZ/v7+WLlypWp/bGwsEhMTZfWWkp2dHQIDAxEWFvbI4m9xx1d2IVLKzCvE+B/P4v2tF2XQ09GnJna+055BjxZJSkrCyJEj8cMPP8DS0vJv+0X+0KFDBxn0KImS4piYGFnSXBHmG9WrtqMVfhoThCHt6sj1b47G4rUVYYhPzVF30khHaGTgc+PGDSxbtgwNGjTAnj17MGbMGLzzzjtYs2aN3C+CHkGU8JQl1pX7KjJnzhwZICkXUapEJFy4nY4ei45ix/kEGBsa4N0XG+Hbwa3lFBSkPaV1Q4YMwejRo+WNU0VE/lBRvqHcVxHmG9XPzNgIs19qihVvBMDW3BiR8WnovvAI9kQ9PH8n0urAp6SkBC1btsT//d//ydIeUQQt7uJEe55nMXPmTKSnp6uW+Pj4Skszae+P5epjseiz7Dhu3c9BLXsLbBodhFEd6sGQvbY0wowZM2Qj5Uct0dHRWLRoETIzM+V1XpmYb6hPl6austS1hac9MvKK8NYPEZi9LQr5RcXqThppMY1s4yN6ajVp0qTctsaNG8s6e8HV1VVVrC2OVRLroifHw5iZmcmFSEjPLcT0n85j9593kS80ccF/XvWDnaWJupNGZUyZMkWW5DxK3bp1sX//flmV9ddrXJT+DBo0SJYYi7xD5BNlKdeV+cpfMd9QL08HS2weHYS5u6Ox8kgsVh+/iYhbD7B4oL+sFiPSicBH9OgSde5lXblyRfbEUDZ0FpnUvn37VIGOqHcXvbtEtRjRPxFF5+PWn8HtB7kwMTLAzG6NMTS4jiw9IM1Ss2ZNufwT0cvz008/Va3fvXtXtt/ZuHGjbP8nBAUF4b333kNhYaHsNSrs3bsXPj4+5XqNkmYxMTLEe92boG1dRzlyumj43GPhUXzep7lsEE2k9VVdkyZNwokTJ2RV17Vr17B+/XrZ3XTs2LFyv/hxmjhxoszkREPoCxcu4M0335TdV3v16qXu5JOGV219c+QG+i4/LoMeTwcL/DS6HYaFeDPo0XJeXl5o1qyZamnYsKHcXq9ePXh4eMjnAwcOlA2bhw8fjqioKBkULViwAJMnT1Zz6ulxdGrsgt/eaY9WtWsgM78IY9efwftbxThbrPoiLS/xad26NbZs2SLr1j/++GNZwiO6r4vi6rLjdGRnZ8v2P2lpaQgJCcHu3bvloGREFUnLKZBzbf1xuXRY/Bd9XeWw+XYWrNrSF6JxsujqLm6iAgIC4OTkJAdCZVd27eFub4EfR7XF/L1X5GCHa0/E4cytNFn1JQZDJPonBgpxC6ynRPWYyAhFg0VbW1t1J4eqUMStVIxffxZ30/NgamSID3o0xutta7OUR8208RrUxjTrqkNX7mHSxkg53YWY8+v/evvKaTBI92U8w3WokVVdRJWlpESB5Yeu47UVJ2TQU8fREr+I4fGD2J6HSNs917Amdk1oj0BvB2QXFGPChkjM+Pk8q77okRj4kM66n5WPYWvC8fmuaBSXKPCSnzt2vNMezWrZqTtpRFRJXGzNsW5EIN75V32Ie5kN4fF4efExXEvOVHfSSEMx8CGddPLGfTnXz8GYezAzNsTnvX2xoH8LWJtpZLM2InoGxkaGmNzZB2uHB8r59GKSMtFz0TH8FHFb3UkjDcTAh3Suamvx/qsYsPIEkjLyUa+mFX4dF4z+bbxYtUWk44LrO8mqr5D6TsgtLJadGaZsOoecgiJ1J400CAMf0hn3MvMxeNUp/Of3KyhRAL1b1sK2cSFo5MoGqET6oqaNGdYMa4MpLzSEGHz95zO38dLiY4hJZNUXlWLgQzrh+LUUWbV15GoKLEyM8J++fpj/WgtYsWqLSO8YGRpgfKcGWD+yLVxszXAtOQsvLT6KjeFxciwv0m8MfEiriUbLX+69gkHfnpQlPg1drLFtXDBeDSgdsI6I9JcY6VkMeCh6f+UXlWD6zxcwcWMksvJZ9aXPGPiQ1krOyMPr35zEgn1XIW7i+rXyxK9jQ9DAxUbdSSMiDeFobYZVQ1pjetdGsiTo18i7eGnRUVy6m6HupJGaMPAhrXT4yj10W3AEYTfuy4HLRI+tL15tDgtTI3UnjYg0jKGhAcY8Xw8bR7WFm505bqRko9fSY1h74harvvQQAx/SKkXFJZi3J1o2Yr6fXYDGbrbYPj6Eo7US0T9qVcdBVn11auSMgqISvL/1Isb9eBYZeYXqThpVIwY+pDUS0nNlN/UlB67Lqq1BgV7Y8nY7zs9DRI+thpUpvhncCu93bwxjQwPsPJ+AnouO4sLtdHUnjaoJAx/SCgeik/HigiMIv/lADkIoJiT87BVfmJuwaouInowY02tE+7rYPDoItewtcOt+DvosO47Vx2JZ9aUHGPiQRissLsGcXZcxdHU4HuQUolktW+wYH4Iezd3VnTQi0nL+XjVk1VeXpi4oKC7B7O2XMHptBNJzWPWlyxj4kMa6/SAHr60Iw4pDN+T6kHZ18POYdqjjZKXupBGRjrCzNMHy1wMwu2cTmBoZYk9UErovOoKzcQ/UnTSqIgx8SCP9HpWI7guP4mxcGmzMjbH89ZaY/VJTmBmzaouIKr/qa0iwt7yx8nKwxO0Huei7PAwrD99g1ZcOYuBDGkX0tPh4+yWM+iEC6bmF8PO0l0XRXZu5qTtpRKTjfD3ssOOdEHT3dUNRiQKf/XYZI9acxoPsAnUnjSoRAx/SGHH3c/Dq8uP47lisXB/Z3hub3wqCp4OlupNGRHrC1txEdp74tFczmBobYp/oWLHwCE7fTFV30qiSMPAhjfDbhQR0X3gE52+nw87CBN+82QrvdW8iMx4iouqu+nq9bW05XIa3kxUS0vPQ7+sTWHrwGkrEDMik1firQmqVV1iMD7ZexNvrziAzvwgtvezx24T2CG3iou6kEZGea+pu9+cAqe5yXsC5u2MwZHU47mflqztp9AwY+JDaxKZky7EzfjhxS66Pfq4eNr5VOq4GEZEmEOOGfdWvBb7o4wszY0M5XY6o+jpx4766k0a6HPh8/vnnsuhx4sSJqm15eXkYO3YsHB0dYW1tjT59+iApKUmt6aTHt+3cXfRYeARRdzPgYGWKVUNbY0a3RjAx0oqvJGmwnTt3IjAwEBYWFqhRowZ69epVbn9cXBy6d+8OS0tLODs7Y+rUqSgq4mzd9HDi96dfay/8Oi4Y9WpaISkjHwNXnsDCfVdlSRBpF43/lQkPD8eKFSvQvHnzctsnTZqE7du3Y/PmzTh06BDu3r2L3r17qy2d9PhVWzN/uYB3fjyL7IJitPlz7pyOPs7qThrpgJ9//hlvvPEGhg4dinPnzuHYsWMYOHCgan9xcbEMegoKCnD8+HGsWbMGq1evxqxZs9SabtIOjVxL5wbs09IDIt6Zv/cK3vzuJJIz89SdNHoCBgoNHqQgKysLLVu2xNKlS/Hpp5+iRYsW+Oqrr5Ceno6aNWti/fr1ePXVV+Wx0dHRaNy4McLCwtC2bdvHev2MjAzY2dnJ17O1ta3is6FryVkYt/4MohMzYWAAjOtYHxM6NYAxS3n0VmVeg6LUpk6dOvjoo48wfPjwCo/ZtWsXevToIW+UXFxK25EtX74c06dPx71792BqalqtaSbt9VPEbdk+MbewGE7WZljQvwWC6zupO1l6I+MZrkON/sURVVni7iw0NLTc9oiICBQWFpbb3qhRI3h5ecnA52Hy8/Plf1bZharHL2du46XFR2XQ42Rtiu+HtcGUzj4MeqjSnDlzBnfu3IGhoSH8/f3h5uaGbt264eLFi6pjRP7g6+urCnqELl26yLwgKiqqwtdlvkEVeTXAA9vHB8PHxQYpWfl4/duTmP97DKu+tIDG/ups2LBBZmRz5sz5277ExER5Z2Zvb19uu8jMxL6HEa8lIkTl4unpWSVpp//JKSjCvzefw+RN55BTUIx29Rxl1Vb7BjXVnTTSMTdulE5tMnv2bLz//vvYsWOHbOPz/PPPIzW1dAwWkT+UDXoE5frD8g7mG/Qw9Z1tsHVsMPq39oSoO1m4/5ps+5OUwaovTaaRgU98fDwmTJiAdevWwdzcvNJed+bMmbJYTLmI96GqcyUpEy8vPiaLhA0NgEmhDfHD8EA421beZ0q6b8aMGbJx6aMWUdVdUlIij3/vvfdkZ4eAgACsWrVK7hdtAZ8W8w16FAtTI3zep7ms6rIyNcLJ2FS8uOAIDl25p+6k0UMYQwOJqqzk5GTZvqdso8TDhw9j8eLF2LNnj2ycmJaWVq7UR/TqcnV1fejrmpmZyYWqlmg2tvn0bczadhF5hSWoaWOGhf39EVTPUd1JIy00ZcoUDBky5JHH1K1bFwkJCfJ5kyZNVNvF9S72iZ5cgsgfTp06Ve5vlb1BH5Z3MN+gx/Fyi1rwrWWHsevP4nJCBgZ/dwpjnq+HKS80ZJW+htHIwKdTp064cOFCuW2il4ZoxyMaIYqiZhMTE+zbt0/e2QkxMTEycwsKClJTqknIzi/C+1svYsvZO3K9fQMnfNmvhWz8R/Q0REcGsfwTUcIjAhSRF4SEhMhtoi3gzZs3Ubt2bbku8ofPPvtM3liJruzC3r17ZePIsgET0dOoW9Najvb86c5LWHsiDssOXkd4bCoWDvCHO8cn0xgaGfjY2NigWbNm5bZZWVnJMXuU20WvjcmTJ8PBwUFmWuPHj5eZ2uP26KLKJ+5yxq4/gxv3smFkaIDJLzTEmOfqwVDUcxFVMZEPjB49Gh9++KG8ORLBzrx58+S+vn37ysfOnTvLAEd0eZ87d65s1yPaA4mOFCzVocpgbmKET3v5om1dR8z8+QJO33ogBzyc/5of/tWII9JrAo0MfB7Hl19+KXtviBIf0etC9MwQ3d5JPVVb60/F4aPtl+Ts6q625lg00B+t6zioO2mkZ0SgY2xsLAOb3NxcOZDh/v37ZSNnwcjISDZ6HjNmjLxREjdUgwcPxscff6zupJOO6dHcXVZ9jVt/FhfupGPY6tMY1aEupnbx4UCtaqbR4/hUNY7H8ewy8wrlgIQ7zpe2r+joUxP/fa2FHI2ZSBevQW1MM6lPflEx5vwWjdXHb8r1Fp72cvZ3jxqW6k6aVtPZcXxIs128k46ei47KoMfY0AAzuzXCt4NbM+ghIvqTmbERZr/UFMtfD4CtuTEi49Nkr689UQ8feoWqFgMfemKikHDN8ZvovfQ4bt7PkZOKislF32J7HiKiCnVt5oqd77SHn6c9MvKK8NYPEZi9LUqWCFH1YuBDTyQ9txBj1p7Bh9uiUFBcgtDGLtj5TggCape2oSAioop5Olhi81tBGNneW66L6q9Xl4Uh7n6OupOmVxj40GM7F5+GHouOYHdUIkyMDPBBjyZY+WYA7C1ZtUVE9DhMjQ3xXvcm+ObNVrC3NJENn7svPILfLpS2k6Sqx8CHHqtq65sjN/Dq8uOIT82Fp4MFfhrdDsNDvOWouERE9GRCm7jI6XtEaXlmfhHeXndGTnqaV8iqr6rGwIceKS2nACO/P41Pd15GYbEC3Zq5Ysf40npqIiJ6emJQww2j2mL0c/Xk+g8nbsm2k7Ep2epOmk5j4EMPFXHrAbovPIo/LifD1MgQH7/cFEsHtYSdhYm6k0ZEpBPEmD4zujXC6qGlPWIvJWSgx8Ij+DWydPR7qnwMfOhvSkoUWHHoOvqtCMOdtFzUcbTEL2+3w5tBdVi1RURUBZ73cZZVX228HZBdUIwJGyIx85fzrPqqAgx8qJzU7AIMXxOOObuiUVSiQI/mbtg+PgTNatmpO2lERDrN1c4c60cE4p1/1Ye4x/zxVDxeXnwM15Kz1J00ncLAh1ROxabKgbUOxNyDmbEh/u8VXywa4A8bc1ZtERFVBzGT++TOPvhhWCCcrE0Rk5QpB4r95cxtdSdNZzDwIVm1tXj/VfT/OgyJGXmoW9MKW8cGY2CgF6u2iIjUIKSBk6z6alfPEbmFxZi86Rz+vfkccgqK1J00rcfAR8/dy8zH4FWn8J/fr6BEAbziXwvbx4WgsRvnICIiUidnW3P8MDwQk0IbQgyK/1PEbby0+BhiEjPVnTStxsBHjx2/noIXFx7BkaspMDcxxNxXm2P+a36wMjNWd9KIiAiAkaEBJoQ2wLoRbeFsYybb+7y85Cg2hsfJMdboyTHw0UPFJQp89ccVvP7NSVni09DFWpbyvNbKk1VbREQaKKieI36b0B4dGtZEXmEJpv98AZM2RiIrn1VfT4qBj55JzsiTAc9Xf1yVVVuvtfLAr2ND0MDFRt1JIyKiR3CyNsPqIa0xrauPLAnaGnkXLy06ikt3M9SdNK3CwEePHL5yT1Zthd24D0tTI3zVrwXmvuoHC1MjdSeNiIgeg6GhAd5+vj42jmoLNztz3EjJRq+lx7D2xC1WfT0mBj56oKi4BPP2RMtGzClZBWjkaiPH5unlX0vdSSMioqfQqo6D7PX1r0bOKCgqwftbL2Lcj2eRmVeo7qRpPAY+Oi4hPRcDV57EkgPXIW4GRBd10VW9Xk1rdSeNiIieQQ0rUznL+7svNoKxoQF2nk9Aj0VHceF2urqTptEY+OiwAzHJckDCUzdTYW1mLAcjFIMSmpuwaouISFeqvkZ1qIdNo4NQy94Ct+7noM+y41h9LJZVXw/BwEcHFRaXYM6uyxi6KhwPcgrRrJYtdowPQU8/d3UnjYiIqkBLrxqy6uuFJi4oKC7B7O2XMHptBNJzWPWlFYHPnDlz0Lp1a9jY2MDZ2Rm9evVCTExMuWPy8vIwduxYODo6wtraGn369EFSUhL0nZhUVEwuuuLQDbk+pF0d/DymHeo4Wak7aURV7sqVK3j55Zfh5OQEW1tbhISE4MCBA+WOiYuLQ/fu3WFpaSnzl6lTp6KoiF2CSfvZWZrg6zcCMKtHE5gYGWBPVJLs0BIZn6bupGkUjQx8Dh06JIOaEydOYO/evSgsLETnzp2RnZ2tOmbSpEnYvn07Nm/eLI+/e/cuevfuDX2291KSrNo6E5cGG3NjLH+9JWa/1BRmxqzaIv3Qo0cPGcTs378fERER8PPzk9sSExPl/uLiYhn0FBQU4Pjx41izZg1Wr16NWbNmqTvpRJVCjMU2LMQbP41uB08HC3kz/Oqy4/jmyA1Wff3JQKEF/xP37t2Td2YiwOnQoQPS09NRs2ZNrF+/Hq+++qo8Jjo6Go0bN0ZYWBjatm37WK+bkZEBOzs7+Xri7lBbiRb9X+yOxrdHY+W6n4cdFg9sCU8HS3UnjajarsGUlBSZLxw+fBjt27eX2zIzM+Xrihuo0NBQ7Nq1SwZC4kbJxcVFHrN8+XJMnz5d5jOmpqbVmmaiqpSRV4gZP5/HbxdKA//Qxs74T18/2Fv+8/dc0z3LdaiRJT5/JU5McHBwkI/iTk6UAomMTKlRo0bw8vKSgc/D5Ofny/+ssou2i0/NQd8VYaqgZ3iINzbLSJ9BD+kXUe3t4+OD77//XpYOi5KfFStWyJumgIAAeYzIH3x9fVVBj9ClSxeZF0RFRelNvkH6wdbcBEsGtsQnvZrB1NgQf1wu7fAScSsV+kzjA5+SkhJMnDgRwcHBaNasmdwmiq3FnZm9vX25Y0VmpizSfljbIREhKhdPT09os10XEmT97bn4NNhZmGDlm63wQY8m8gtOpI9F/H/88QfOnj0r2weam5tj/vz52L17N2rUqCGPEflD2aBHUK4/LO/QtXyD9O+6eKNtbWx5ux28naxwNz0Pr604geWHrqNEDN+vhzT+F1K09bl48SI2bNjwzK81c+ZMWXqkXOLj46GN8gqLMevXixiz7gwy84rQ0stezuEiWvMT6ZoZM2bIzPtRi6jqFrX2Ir8QJTxHjhzBqVOnZMeInj17IiEhAfqeb5B+a+puJweufcnPXc7X+PmuaAxbE477WfnQNxo9Dfe4ceOwY8cOWWfv4eGh2u7q6iobJ6alpZUr9RG9usS+hzEzM5OLNruZko2x688g6s+5Wd56ri7+3dkHJkYaH8MSPZUpU6ZgyJAhjzymbt26skGzyC8ePHigqvNfunSpbN8jGjGLAErkDyIgKkvZG/RheYcu5BtEghjPbUH/FnLC09nbonAwpnQao4X9/RFY1xH6QiMDH3HnNn78eGzZsgUHDx6Et7d3uf2ivt7ExAT79u2T3dgF0d1ddFMNCgqCrtp27i7e/eWCnI3XwcoU/33NDx19nNWdLKIqJRosi+Wf5OTkyEdDw/I3AWJdVJkLIn/47LPPkJycLEuGBBEYiUCpSZMmVZJ+Ik1iYGCAAW284O9lj7HrzuD6vWwMWHkCk19oKOcAEwMi6jqNLCYQxdVr166VvbZEXb2oexdLbm6u3C/q2YcPH47JkyfLMTpEY+ehQ4fKTO1xe3RpW9XWzF8u4J0fz8qgp82fc7Qw6CH6H3H9i7Y8gwcPxrlz5+SYPmKMntjYWNmFXRDDYogA54033pDH7NmzB++//77Mc1iqQ/qkkastto0LQe+WtSCa+vzn9ytyPsd7mbpf9aWR3dlFRFqRVatWqYq8xQCGogj8xx9/lL0uRM8MUaz9qKoubeyWev1elozKoxMzIf5bxnWsjwmdGsCYVVukAyr7Gjx9+jTee+89+Sh6fjZt2lSO0dOtWzfVMbdu3cKYMWNkabKVlZUMlD7//HMYGxvrTL5B9CQ2n47HrF+jkFtYjJo2ZljQrwXa1XeCJnuW61AjA5/qoukZ2Jazt/HelovIKSiGk7Upvurnj5AGmv1lJNKla1BX0kz0T64mZcr2o1eSsuRN9vh/NZA32UYaWvWl8+P46JvcgmJM3XwOkzaek0FP27qlVVsMeoiIqCo0cLHBr2ND0K+VJ0RxyMJ9VzHomxNIysiDrmHgo2GuJGXipcVHsTnitoy6J4Y2wLoRbeFsa67upBERkQ6zMDXCF682x1f9WsDS1AgnbqTKAQ8PXbkHXcLAR0OIGsdNp+Nl0HM1OUvWs64bEYiJoQ01tqiRiIh0Ty//WnLMn8ZutrifXYDB353C3N3RKCou7R2p7Rj4aIDs/CJM2XQO0346j7zCErRv4IRdE9qjXT1WbRERUfWrV9NajvY8KNBLri89eF12e09IL+1drc0Y+KjZ5YQM9Fx8FL+cvQNRsDO1iw/WDG0DJ2t2rSUiIvUxNzHCZ6/4YvFAfzn4YfjNB7Lqa3906aCf2oqBjxqrttafjEOvJcdw4142XG3NsWFUEMZ21I8BpIiISDv0aO6One+EoFktWzzIKcSw1afxf79dRqGWVn0x8FGDzLxCvLMhEu9uuYD8ohI871NTzrXVxrt09nkiIiJNUtvRCj+PaYch7erI9a8P38BrK8Jw+0HpiOnahIFPNbt4Jx09Fx3F9nN3ZaPlmd0a4bvBreUUFERERJrKzNgIs19qiuWvt4SNuTHOxqWh+8Kj+D0qEdqEgU81Vm19H3YTvZcex837OXC3M8emt9rirefqsWqLiIi0RtdmbnJsOT9Pe6TnFmLUDxH4aHsUCoq0o+qLgU81EF+Mt9edkUOCFxSXILSxi6zaCqjNqi0iItI+ng6W2PxWEEaElE4ivurYTby6/Dji7mt+1RcDnyp2Lj4NPRYdwa6LiTAxMsAHPZpg5ZsBsLdk1RYREWkvU2NDvN+jCb55sxXsLExw/nY6ui88gt8uJECTMfCpwqqtb4/Gygg4PjUXHjUs8NPodhge4v3QSViJiIi0TWgTZS1GDWTmF8kajg+2XkReYTE0EQOfKpCWUyDrPD/ZcQmFxQp0beqKnX/WhxIREemaWvYW2DCqLUY/V0+u/3DiFvosO47YlGxoGgY+lexM3APZyn3vpSSYGhni45ebYtnrLWUxIBERka4yMTLEjG6NsGpoaU/lqLsZshfztnN3oUkY+FSSkhIFVhy6jteWh+FOWi5qO1ril7fb4c2gOqzaIiIivdHRx1n2+hJj02XlF+GdH89i5i8XNKbqi4FPJUjNLsDwNeGYsysaRSUK9Gjuhh3jxSiXdupOGhERUbVztTPH+hGBGP+v+hD3/j+eKp2p4FpylrqTxsDnWZ2KTZVzlxyIuSdbuH/2SjMsGuAPG3NWbRERkf4yNjLElM4++H6YmH/SFNGJmXhJzE155rZa08XA5xmqtpYcuCZnq03MyENdJyv8OjYYgwJrs2qLiIjoT+0b1JRVX0F1HZFTUIzJm87h35vPIaegCOrAwOcppGTlY/CqU5i3JwbFJQq84l8L28eHoLGbrbqTRkREpHGcbc2xdkQgJoY2kFVfP0XcxsuLj+FKUma1p4WBzxMKu35fVm0duZoCcxNDzH21Oea/5gcrM2N1J42IiEhjGRkaYGJoQ6wbEYiaNma4mpwlq742nY6XY99VF60PfJYsWYI6derA3NwcgYGBOHXqVJW8jyjZ+eqPKxj0zQkkZ+ajgbM1to0LwWutPFm1RVQNPvvsM7Rr1w6Wlpawt694TKy4uDh0795dHuPs7IypU6eiqKh8cfrBgwfRsmVLmJmZoX79+li9enU1nQERCe3qOWHXhPZo38AJeYUlmPbTeVn9lZ1fPVVfWh34bNy4EZMnT8aHH36IM2fOwM/PD126dEFycnKlvk9yRh7e+PYkvvrjKkoUQN8AD/w6LhgNXWwq9X2I6OEKCgrQt29fjBkzpsL9xcXFMugRxx0/fhxr1qyRQc2sWbNUx8TGxspjOnbsiMjISEycOBEjRozAnj17qvFMiMjJ2gxrhrbB1C4+siRoy9k76Ln4KC7dzajy9zZQVGf5UiUTJTytW7fG4sWL5XpJSQk8PT0xfvx4zJgx4x//PiMjA3Z2dkhPT4etre1De229vS4CKVkFsDQ1wqe9mqF3S49KPxciffQ41+BfiWBGBCxpaWnltu/atQs9evTA3bt34eLiIrctX74c06dPx71792Bqaiqf79y5ExcvXlT9Xf/+/eVr7d69u8rSTEQPF34zVY71k5CeV9o7ulcz9G3lWWXXodaW+Ii7uoiICISGhqq2GRoayvWwsLBKex8HKxNk5xejkauNrNpi0EOkmcR17+vrqwp6BFECLDLIqKgo1TFl8wzlMZWZZxDRk2ldx0FO6/SvRs4oKCqBbRXPdKC1LXJTUlJk0XbZTE4Q69HR0RX+TX5+vlyURIb4T+o722DtiDZo6m4HcxOjSkg5EVWFxMTECvMD5b5HHSPygtzcXFhYWFRKvkFET0ZMcSFmeT9x4z7a1XdCVdLaEp+nMWfOHFk0plxEtdjjCKjtwKCHqAqI9nmCuB5FJ4GKlofdyGh6vkFET8bQ0KDKgx75PtBSTk5OMDIyQlJSUrntYt3V1bXCv5k5c6asD1Qu8fHx1ZRaIqqIaI8nhIeH4/LlyxUudevWfazXEtd9RfmBct+jjhFtBCoq7RGYbxDpFq2t6hINFQMCArBv3z706tVL1bhZrI8bN67CvxHdV8VCRJpzAyM0bNjwmRsKBwUFyS7volen6Mou7N27V75ukyZNVMf89ttv5f5OHCO2PwzzDSLdorUlPoLoyr5y5UrZbVXcGYpurtnZ2Rg6dKi6k0ZElUyM0SO6oItH0b5PPBdLVlbppIedO3eWAc4bb7yBc+fOyS7q77//PsaOHasKXEaPHo0bN25g2rRpsgpt6dKl2LRpEyZNmqTmsyOiaqPQcosWLVJ4eXkpTE1NFW3atFGcOHHisf82PT1ddOWXj0RU/Z7kGhw8eLA89q/LgQMHVMfcvHlT0a1bN4WFhYXCyclJMWXKFEVhYWG51xHHt2jRQuYZdevWVaxatarK0kxEVeNZrkOtHsfnWYn6ejECrKiz53gcRNVP9JASjYXFODqi4bA2YL5BpN15h9a28akMmZmlk6OxlwaR+q9FbQl8mG8QaXfeodclPqIxtBjl1cbGpsL5tpQRpa7c2fF8NJ+undM/nY/IfkTG5e7uLgcg1Qb6lm/o4jnxfLT/fJ4l79DrEh/xn+Xh8c8jMYv/eF34MinxfDSfrp3To85HW0p69D3f0MVz4vlo9/k8bd6hHbdYRERERJWAgQ8RERHpDQY+jyDG/hBD6uvK4GU8H82na+eka+ejr+esa+fE89Hv89Hrxs1ERESkX1jiQ0RERHqDgQ8RERHpDQY+REREpDcY+BAREZHeYODzEEuWLEGdOnVgbm6OwMBAnDp1Ctpgzpw5aN26tRxV1tnZGb169UJMTEy5Y55//nk54mzZRcxaralmz579t/Q2atRItT8vL0/OwO3o6Ahra2v06dMHSUlJ0FTie/XX8xGLOAdt+HwOHz6Mnj17yhFTRdq2bt1abr/oLzFr1iy4ubnBwsICoaGhuHr1arljUlNTMWjQIDk4mZj3avjw4apZ1rUd8w7NoGv5hsC8A5WSdzDwqcDGjRsxefJk2Z3uzJkz8PPzQ5cuXZCcnAxNd+jQIXkRnDhxAnv37kVhYSE6d+6M7OzscseNHDkSCQkJqmXu3LnQZE2bNi2X3qNHj6r2TZo0Cdu3b8fmzZvl+YvpBHr37g1NFR4eXu5cxOck9O3bVys+H/FdEteE+IGviEjrwoULsXz5cpw8eRJWVlby+hE/NEoi44qKipLnvmPHDpkhjho1CtqOeYdm0aV8Q2DegcrJOyp/snjt16ZNG8XYsWNV68XFxQp3d3fFnDlzFNomOTlZDFegOHTokGrbc889p5gwYYJCW3z44YcKPz+/CvelpaUpTExMFJs3b1Ztu3z5sjznsLAwhTYQn0W9evUUJSUlWvf5iP/nLVu2qNbFObi6uirmzZtX7jMyMzNT/Pjjj3L90qVL8u/Cw8NVx+zatUthYGCguHPnjkKbMe/QHLqebwjMOxRPlXewxOcvCgoKEBERIYvYys7NI9bDwsKgbdLT0+Wjg4NDue3r1q2Dk5MTmjVrhpkzZyInJweaTBR3iuLRunXryog/Li5ObheflbgzLft5ieJsLy8vrfi8xPdt7dq1GDZsWLkJL7Xt81GKjY1FYmJiuc9DzKcjqnyUn4d4FEXUrVq1Uh0jjhfXmbjL01bMOzSPruYbAvOOp8879HqS0oqkpKSguLgYLi4u5baL9ejoaGgTMYv0xIkTERwcLC8CpYEDB6J27doyQzh//jymT58u6/J/+eUXaCLxxV+9ejV8fHxk0e1HH32E9u3b4+LFi/JCMTU1lRfDXz8vsU/TiTrutLQ0DBkyRGs/n7KU/+cVXT/KfeJRtCEpy9jYWP7AasNn9jDMOzSLLucbAvOOp887GPjoMFFfLy7ysvXaQtn6UF9fX9mQrFOnTrh+/Trq1asHTdOtWzfV8+bNm8sMTVzcmzZtkg3gtNm3334rz09kVNr6+ZDu0YW8Q5fzDYF5x9NjVddfiCJCIyOjv7XuF+uurq7QFuPGjZMNvw4cOAAPD49HHisyBOHatWvQBuIurWHDhjK94jMRRb7izkfbPq9bt27hjz/+wIgRI3Tm81H+nz/q+hGPf23sW1RUJHtraPpn9ijMOzSbruQbAvOOZ8s7GPj8hSj+DAgIwL59+8oV+4r1oKAgaDrRZkxkXFu2bMH+/fvh7e39j38TGRkpH8XdgTYQXRfFHYxIr/isTExMyn1eomhX1OVr+ue1atUqWWzbvXt3nfl8xPdNZEBlP4+MjAxZ/678PMSj+MER7SyUxHdVXGfKjFobMe/QbLqSbwjMOyKeLe+otCbaOmTDhg2yJfnq1atlK/JRo0Yp7O3tFYmJiQpNN2bMGIWdnZ3i4MGDioSEBNWSk5Mj91+7dk3x8ccfK06fPq2IjY1V/Prrr4q6desqOnTooNBUU6ZMkecj0nvs2DFFaGiowsnJSfY6EUaPHq3w8vJS7N+/X55XUFCQXDSZ6O0j0jx9+vRy27Xh88nMzFScPXtWLiILmT9/vnx+69Ytuf/zzz+X14tI+/nz5xUvv/yywtvbW5Gbm6t6ja5duyr8/f0VJ0+eVBw9elTRoEEDxYABAxTajnmH5tDFfENg3tH1mfMOBj4PsWjRIvnlMjU1lV1UT5w4odAG4stU0bJq1Sq5Py4uTl4IDg4OMoOuX7++YurUqYr09HSFpurXr5/Czc1Nfha1atWS6+IiVxIXxdtvv62oUaOGwtLSUvHKK6/IDFuT7dmzR34uMTEx5bZrw+dz4MCBCr9jgwcPVnVL/eCDDxQuLi7yHDp16vS387x//77MrKytrRW2traKoUOHykxRFzDv0Ay6mG8IzDvuP3PeYSD+qdwCKyIiIiLNxDY+REREpDcY+BAREZHeYOBDREREeoOBDxEREekNBj5ERESkNxj4EBERkd5g4ENERER6g4EPERER6Q0GPkRERKQ3GPgQERGR3jCGHhMzut69exc2NjYwMDBQd3KI9I6YMSczMxPu7u4wNNSO+zDmG0TanXfodeAjMi9PT091J4NI78XHx8PDwwPagPkGkXbnHU8c+Bw+fBjz5s1DREQEEhISsGXLFvTq1atcFPbhhx9i5cqVSEtLQ3BwMJYtW4YGDRqojklNTcX48eOxfft2Gan16dMHCxYsgLW1teqY8+fPY+zYsQgPD0fNmjXl8dOmTSuXls2bN+ODDz7AzZs35et/8cUXePHFFx/7XMQdm/I/ztbW9kn/K4joGWVkZMggQnktagPmG0TanXc8ceCTnZ0NPz8/DBs2DL179/7b/rlz52LhwoVYs2YNvL29ZWDSpUsXXLp0Cebm5vKYQYMGyaBp7969KCwsxNChQzFq1CisX79edUKdO3dGaGgoli9fjgsXLsj3s7e3l8cJx48fx4ABAzBnzhz06NFD/q0IwM6cOYNmzZo91rkoi6lF5sUMjEh9tKnKiPkGkZbnHYpnIP58y5YtqvWSkhKFq6urYt68eaptaWlpCjMzM8WPP/4o1y9duiT/Ljw8XHXMrl27FAYGBoo7d+7I9aVLlypq1KihyM/PVx0zffp0hY+Pj2r9tddeU3Tv3r1cegIDAxVvvfXWY6c/PT1dpkU8ElH108ZrUBvTTKRr0p/hOqzU1oSxsbFITEyUJTVKdnZ2CAwMRFhYmFwXj6LkplWrVqpjxPGiyuvkyZOqYzp06ABTU1PVMaLUKCYmBg8ePFAdU/Z9lMco36ci+fn5sjSp7EJERET6o1IDHxH0CC4uLuW2i3XlPvHo7Oxcbr+xsTEcHBzKHVPRa5R9j4cdo9xfEVEtJgIx5cIGikRERPpFO/qPVpKZM2ciPT1dtYjGiURU+Q5duYe8wmJ1J4OItEhBUQmuJGUiPbewSt+nUruzu7q6ysekpCS4ubmptov1Fi1aqI5JTk4u93dFRUWyp5fy78Wj+JuylOv/dIxyf0XMzMzkQkRV58LtdAxfHY7ajpb4eUw72Fv+r8qaiCivsBjXkrPkcjU5E1eTSp/fSs1BcYkCiwf6o0dzd+0IfEQvLhF47Nu3TxXoiHY0ou3OmDFj5HpQUJDs5i66wwcEBMht+/fvl4OCibZAymPee+892ePLxMREbhM9wHx8fFCjRg3VMeJ9Jk6cqHp/cYzYTkTqy9Amb4pEUYkCjVxtYWdRev0SkX7mB9fvZcnAJiapNMARgU5cag5k96gKWJsZIyO3qErT9cSBT1ZWFq5du1auQXNkZKRso+Pl5SUDkU8//VSOq6Pszi5GVlSO9dO4cWN07doVI0eOlF3VRXAzbtw49O/fXx4nDBw4EB999BGGDx+O6dOn4+LFi3Kcny+//FL1vhMmTMBzzz2H//73v+jevTs2bNiA06dP4+uvv66c/xkiemLz917B1eQsOFmb4ZNezbSqmzoRPR1RSnPzfjauJGYiOjFTVleJQOdmSjZKHhLg2FuaoKGzDeo5W6OhizXqO1ujgbMNXGzNqjzfeOLARwQXHTt2VK1PnjxZPg4ePBirV6+WgwyKsX7EeDuiZCckJAS7d+9WjeEjrFu3TgY7nTp1Ug1gKMb+URINj3///Xc5gKEoFXJycsKsWbNUY/gI7dq1k2P3vP/++3j33XdloLV169bHHsOHiCpX+M1UrDxyQz6f09sXDlas4iLSNanZBYhOyMBlEeQkZKgCnfyikgqPF6W+Pi42aOAiAhwbNBABjosNnKxN1XZjZCD6tENPiWo4EWSJhs4ciIzo6WXlF6HbgsOIT83FqwEe+E9fP529BrUxzURPU4oTm5KFqLsZuJyQicsi2EnIQHJmfoXHm5sYysBGBDny0bV0cbapmhKcZ7kO9XquLiKqHJ/tvCyDnlr2FpjVs4m6k0NETyC3oBiXEzNw6W6GDHQuJWQgJjEDeYUVl+J4OViisZsIbGzR+M8Ap7ajFYwMtaNqm4EPET2TA9HJ+PFUnHwuSnpszdmgmUiTS2ej7qTj4t0MXBSPd9JlA+SK2uJYmhqhkasNGrvZ/rmUBjuiAbI20+7UE5Ha6/un/nRePh8W7I2geo7qThIR/SXIuVBmiU3JrrBHlWhz08TdDk3dbf9c7FDbwRKGWlKK8yQY+BDRUxHNA2f+ch4pWfmyweK0rj7qThKR3sovKkZ0QibO3U7Dufh0nL+dhmv3sioMctztzNG0lh18a5UGOs1q2VVZWxxNxMCHiJ7KTxG3sScqCSZGBviyXwuYmxipO0lEenPTcet+Ds7GP0BkXBoi49Nku5zC4r9HOa625mjuURrk+HrYySBHDDehzxj4ENETi7ufg9nbouTziaENZWZKRFUjM69QluKciXuAs3EPZKDzIOfv0zrUsDRBcw97+HnYycfmnqIk539DyVApBj5E9ESKikvk6MzZBcVoXacGRj9XT91JItKp0hzRQ/L0rVRE3HogFzEY4F+rrEyNDdHM3RYtPGughVdpsCN6W+lLddWzYOBDRE9k2cHrOH3rgezZMf+1FlrThZVIU28kxDg5p26m4rRYbj3AvQrGyvGoYYGWXjXg72UvH0UvKxH80JNj4ENEj00UsX+176p8/tFLTeHpYKnuJBFpXSNkUW11KvY+Tsam4sytB7L0tCzRbk5UH7eqXQMBtWvIQMfZllVWlYWBDxE9luz8IkzccFaO6NqjuRt6t6yl7iQRacVEnWfj0nDixn25nI1PQ8FfpnewNTeWAU6rOg5oXcdBNkZmZ4Gqw8CHiB7LR9ujcPN+juwK+1kvX7YlIKqACGpEV/Lj1+/j+PUUnIn7e6AjelUFejugzZ+LmOZBF8fL0VQMfIjoH+08n4BNp29DxDrz+7WAnSVHZyYSSkoUsvHxsWspOHotBadiU5Hzl6orMUZO27qOCKzrIB/rOlnxxkGNGPgQ0SPdScuVAxUKbz9fT2bcuuLzzz/HzJkzMWHCBHz11VfqTg5piaSMPBy5moIjV+/JgCclq6DcfgcrUzmKeVBdR/nIQEezMPAhoocS7XkmbYhERl4R/Dzt5Zg9uiI8PBwrVqxA8+bN1Z0U0nCiqkr0uDp05Z5cohMzy+23MDGSpTnB9ZwQXN9Jzm/FqivNxcCHiB5q8f5rsputlakRFvZvARMj3eg+m5WVhUGDBmHlypX49NNP1Z0c0kAJ6bk4EH0PB2KScfxaSrmeV6Lwppm7HTo0dEJI/ZqyYTK7lmsPBj5EVKHwm6lYsO+KfP7ZK76o7WgFXTF27Fh0794doaGh/xj45Ofny0UpIyOjGlJI6mirI+a52h+djH2Xk+UUEH+dxLNDw5p4rmFNtG9QU1ZnkXZi4ENEf5OWU4CJGyJRooDstt7LX3e6rm/YsAFnzpyRVV2PY86cOfjoo4+qPF2knq7mR6+m4I/LSfjjcrKccLdsqY6/pz06+jjjeR9nOZknq690AwMfIvrbkPnTfz4vGzXXcbTExy83g66Ij4+XDZn37t0Lc/PHGxBONH6ePHlyuRIfT0/PKkwlVaX03ELsj07CnotJsr1ObuH/qrDEaOSiRKdTY2f56Kjnk3nqKgY+RFTO2hO3VLOuLx7YUv4Y6IqIiAgkJyejZcuWqm3FxcU4fPgwFi9eLKu0jIzKDxxnZmYmF9JeqdkF+D0qEb9dTJTtdYpEUeafxLhULzRxQWgTFwR6O7Ktjh7QnRyNiJ7ZpbsZ+GTnZfl8RrfGOjfreqdOnXDhwoVy24YOHYpGjRph+vTpfwt6SHs9yC7A7qhEOQZV2I37soeiUkMXa3Rp6ioXUYXFrub6pdJDW3H39MEHH8Db2xsWFhaoV68ePvnkE1l8riSez5o1C25ubvIY0cDw6tXS+X+UUlNTZa8LW1tb2NvbY/jw4bInRlnnz59H+/btZZG1KHqeO3duZZ8OkV5NSTFu/RnZdbdTI2cMC64DXWNjY4NmzZqVW6ysrODo6Cifk3bLzCvEzxG3MWTVKbT+7A/M/OWCHFRQBD1N3GwxtYsP/pj8HH6f9BymdPaRgT2DHv1T6SU+X3zxBZYtW4Y1a9agadOmOH36tLyjsrOzwzvvvCOPEQHKwoUL5TEiQBKBUpcuXXDp0iVVvbsIehISEmRdfGFhoXyNUaNGYf369ap69s6dO8ugafny5fIubtiwYTJIEscR0eMTNyPvb72IGynZcLMzx3/6+vEHgbSCCNRFW52tZ+/IRsr5ZaaHEMFODz83vNjMDXWcdKdXIj0bA0XZophK0KNHD7i4uODbb79VbevTp48s2Vm7dq3MYN3d3TFlyhT8+9//lvvT09Pl36xevRr9+/fH5cuX0aRJE9nrolWrVvKY3bt348UXX8Tt27fl34vg6r333kNiYiJMTUu7Fc6YMQNbt25FdHT0Y6VVBE8iIBPvL0qWiPTVpvB4TPv5PIwMDbBhVFs5UWJ10MZrUBvTrGvE78i52+mydGfH+bt4kFOo2le3phVe8nNHTz931KtprdZ0kmZeh5Ve4tOuXTt8/fXXuHLlCho2bIhz587h6NGjmD9/vtwfGxsrgxVRUqMkEh8YGIiwsDAZ+IhHUXKjDHoEcbyhoSFOnjyJV155RR7ToUMHVdAjiFIjUeL04MED1KhR429p43gcRH8Xk5iJWdsuyueTX2hYbUEP0ZNKzsjDL2fvYPPpeFy/l63aXtPGDC/7ucthF9hmh6o98BGlLiKgEI0FRUNB0ebns88+k1VXggh6BFHCU5ZYV+4Tj87OzuUTamwMBweHcseIarK/voZyX0WBD8fjIPp7u56x688gr7AE7Rs4Ycxz9dSdJKJyiopLcDDmHjaEx8tRlJWNlM1NDGXj5N4tPRBczxHGOjKqOGlh4LNp0yasW7dOtsURbXwiIyMxceJEWT01ePBgqBPH4yAqX13w3pYLuJacBRdbM3zZrwUHaCONIcaR2ngqDhtPxyMp438l9WJ6iL4BHuje3A025iZqTSNpp0oPfKZOnSpLfUSVleDr64tbt27J0hYR+Li6usrtSUlJsleXklhv0aKFfC6OEWNtlFVUVCR7ein/XjyKvylLua485q84HgfR/4g76K2Rd2W7nkUDWsKJg7WRBkwbceRaCn4IuyUHGVT2QBfTQ/RpWQv9WnuhvjPb7ZCGBT45OTmyLU5ZosqrpKS0pb2onhKByb59+1SBjih5EW13xowZI9eDgoKQlpYmBxsLCAiQ2/bv3y9fQ7QFUh4jGjeLHl8mJqVRv+gB5uPjU2E1FxH9z8U76fhwW5R8Lrr4tvFmux5Sbzf0zadv44cTtxCb8r+2O0F1HTEw0Audm7rAzJhjLJGGBj49e/aUbXq8vLxkVdfZs2dlw2bR1VwQjc5E1ZeYGLBBgwaq7uyiKqxXr17ymMaNG6Nr164YOXKk7Kougptx48bJUiRxnDBw4EDZXkeM7yMGHrt48SIWLFiAL7/8srJPiUjnhux/e93/xusZ1b6uupNEeirufg6+OxaLnyJuIyu/SG6zMTNGnwAPvN62Nkt3SDsCn0WLFslA5u2335bVVSJQeeutt+SAhUrTpk1Ddna2HG9HlOyEhITI7upl584R7YREsCNGWhUlSKJLvBj7p2xPsN9//13OsixKhZycnOR7cAwfoke36/n35nOIS82BRw0LzH+N7Xqo+p2Je4CvD93A75cSVdVZIsgZ3K4OevvXgpUOTZNCejCOjzbheBykb5Yfuo7Pd0XD1MgQP49pB18P9U5JoY3XoDamWROInxrRK2v5wRs4dTNVtV1MBjosxBsdGjixGzpp5zg+RKSZjl9PwdzdpYN7zurZRO1BD+kH0f1818UELDlwHZcTSsdOExPgvtyiFkZ1qIuGLjbqTiLpGQY+RHogMT0P7/x4VlYr9G5ZC4MCvdSdJNKDgEeMqrxo/zU5ZIJgZWqEQW1rY1iwN1zt/te0gag6MfAh0nGiEfOYdRFIySpAI1cbfNbLl1UKVKVd0ndcSMCCP66oRle2NTfG0GBvDA2uA3vL/422T6QODHyIdNynOy/hbFya/PFZ8UYALEzZLZiqpg3P/uhkzNsTg+jETLnNzsJEVme9GVSbgw2SxmDgQ6TDxCSO34fdks+/6t8CtR05QzVVvohbD/D5rssIv/lA1SV9RPu6GBZShwEPaRwGPkQ6PEjhu1suyOcTOjXAvxqVnx+PqDLG4flidzR2XkiQ62bGhhgSXEfO+cYqLdJUDHyIdFBqdgHe+iEC+X8OUigCH6LKIgYbXLz/Gr47GouC4hKIJmNi/qxJLzSEm52FupNH9EgMfIh0cDbrcevPyEkevZ2sMJ+Tj1IltuPZGnkH//dbNO5llk4cGlLfCe91b4zGbhzTiLQDAx8iHTNnVzSOX78PS1Mj2ZhZNDAlelZXkjLx/paLqsEH6zha4oMeTfCvRs7sJUhahYEPkQ7ZcvY2vj0aK5/Pf82Pg8PRM8srLMai/Vex4tANFJUoYGFihHH/qo8R7b05cShpJQY+RDri/O00TP+5tDHzuI710bWZm7qTRFru5I37mPHLBdWM6S80ccHsl5qilj3b8ZD2YuBDpAOSM/Mw6vsIOVhhaGNnTH6hobqTRFosp6BIzummHArBxdYMH73UDF2buao7aUTPjIEPkZbLLyrG6B8ikJiRJ2e4/pKNmekZRNxKxeRN53Drfo5cH9DGEzNfbAxbjsdDOoKBD5GW97J595eLOPPnyMwr32zFAePoqRQWl2DRvqtYfOCanNPNzc4cc19tjvYNaqo7aUSVyrByX46IqtM3R2Lx85nbMDI0wJJBLWX3dXq0ZcuWoXnz5rC1tZVLUFAQdu3aBX12+0EO+q0Iw8L9pUFPb/9a2DOpA4Me0kks8SHSUvujkzBn12X5/P3ujfkj9Zg8PDzw+eefo0GDBrLEbM2aNXj55Zdx9uxZNG3aFPpmT1Qipm4+h4y8ItiYG+P/XvFFTz93dSeLqMow8CHS0jFV3vkxUt6dizYYQ9rVUXeStEbPnj3LrX/22WeyFOjEiRN6FfiIgS7FhKIrDt+Q6y087bFogD88HSzVnTSiKsXAh0jL3M/Kx/A14XLagEBvB9nbhgPIPZ3i4mJs3rwZ2dnZssqrIvn5+XJRysjIgC5MaTJ23RmE3bgv10eEeGN6t0YwMWLrB9J9DHyItGwwuVE/RCA+NRdeDpZY/noATI35Y/WkLly4IAOdvLw8WFtbY8uWLWjSpEmFx86ZMwcfffQRdMXlhAyM/P40bj/IhZWpEeb19cOLvhzzifQHc0wiLSHao8z85QIibj2QbTG+G9IaNaw4A/bT8PHxQWRkJE6ePIkxY8Zg8ODBuHTpUoXHzpw5E+np6aolPj4e2twurM+y4zLoqe1oiS1jgxn0kN6pksDnzp07eP311+Ho6AgLCwv4+vri9OnT5TLwWbNmwc3NTe4PDQ3F1atXy71GamoqBg0aJHtd2NvbY/jw4cjKyip3zPnz59G+fXuYm5vD09MTc+fOrYrTIdIIC/ddw5azd2QPrmWDAuSYPfR0TE1NUb9+fQQEBMgSHT8/PyxYsKDCY83MzFQ9wJSLNlpz/CZGrDmNnIJitKvniF/HBnNKE9JLlR74PHjwAMHBwTAxMZFdRMVd1H//+1/UqFFDdYwIUBYuXIjly5fLOy4rKyt06dJFFjsriaAnKioKe/fuxY4dO3D48GGMGjWqXD17586dUbt2bURERGDevHmYPXs2vv7668o+JSK1+zXyDr7844p8/vHLTRHSwEndSdIpJSUl5drx6BJxo/nF7mh8uC1KNobv18oTa4a1gb0lSwtJTykq2fTp0xUhISEP3V9SUqJwdXVVzJs3T7UtLS1NYWZmpvjxxx/l+qVLlxQiaeHh4apjdu3apTAwMFDcuXNHri9dulRRo0YNRX5+frn39vHxeey0pqeny/cRj0Sa6lTsfUWDd39T1J6+Q/HZzksKXaKOa3DGjBmKQ4cOKWJjYxXnz5+X6yJv+f3333Uu3ygsKlZM3RwpvztiWbTvisyDibTds1yHlV7is23bNrRq1Qp9+/aFs7Mz/P39sXLlStX+2NhYJCYmyuotJTs7OwQGBiIsLEyui0dRvSVeR0kcb2hoKEuIlMd06NBBFlkriVKjmJgYWepUEXFHJ0qKyi5EmkxMDikaohYUl6BLUxfM6NpI3UnSesnJyXjzzTdlO59OnTohPDwce/bswQsvvABdG4l5wsZIbDp9G2IGky/6+GLcvxqwByDpvUrv1XXjxg05JsbkyZPx7rvvykzlnXfekQGKaEAogh7BxcWl3N+JdeU+8SiCpnIJNTaGg4NDuWO8vb3/9hrKfWWr1nS1dwbpNtHleOiqU0jLKYSfpz2+6ufPObgqwbfffgt9mL9t7Lqz+ONyEkyMDLBoQEtOMEr0J8OqqCtv2bIl/u///k+W9oh2OSNHjpTtedRNl3pnkO53Wx+xJhw37+fAo4YFvnmzFSxMjdSdLNKSkp5x60uDHjNjQ3z9ZisGPURVGfiInlp/HQ+jcePGiIuLk89dXUsvwKSkpHLHiHXlPvEoiqPLKioqkj29yh5T0WuUfQ9d7Z1Buq24RIGJGyLlxKN2FiZYPbQ1atqYqTtZpCWjMU/YcBZ7LyXJ8Z2+HdwaHX3Kl54T6btKD3xEjy7RzqasK1euyN5XgqieEoHJvn37VPtFWxvRdkc5cqp4TEtLk721lPbv3y9Lk0RbIOUxoqdXYWGh6hjRA0zU21dUzUWkLT1wPtlxCbujEmFqZChnW6/vzC7H9PjjPP12ofS78/UbAez9R1Qdgc+kSZPknDeiquvatWtYv3697GI+duxYuV80rJs4cSI+/fRT2RBajKAqGhq6u7ujV69eqhKirl27yiqyU6dO4dixYxg3bhz69+8vjxMGDhwo2w2J8X1Et/eNGzfKcThE2yIibfX14RtYffymfP7f1/zQxttB3UkiLfHF7hhsjihtyLx4oD+eZ0kPUcWqopvZ9u3bFc2aNZNd1Bs1aqT4+uuvy+0X3Sk/+OADhYuLizymU6dOipiYmHLH3L9/XzFgwACFtbW1wtbWVjF06FBFZmZmuWPOnTsnu86L16hVq5bi888/f6J0alO3VNJ9W87cVnU7Xnn4ukIfaOM1qIlpXnX0huq7s/FUnLqTQ6TR16GB+Ad6SlSxia70oqEz2/uQOh2+cg/DVoejqESB4SHe+KBHxfNG6RptvAY1Lc1iGgoxIrMYnHBqFx+M7Vhf3Uki0ujrkHN1EanZ+dtpGL02QgY9L/m5470XG6s7SaRFE46OX39WNSLz28/XU3eSiDQeAx8iNbpxLwtDVoXL+ZNC6jvhP339OFYPPZb0nEK89UMEsguKEVTXEZ/0asbBCYkeAwMfIjVJysjDG9+ekgMV+tayw/I3AmQXZKJ/UlKiwISNZxGXmgNPBwsse70lvztEj4lXCpEapOUU4I1vT+JOWi68naywamhrWJtV+kDqpKMW7b+GgzH35ACFywYFcMJRoifAwIeommXnF8nqrStJWXCxNcP3w9rAyZoDFNLjCb+ZigX7rsjnn73ii2a17NSdJCKtwsCHqJrnUBINmSPjS0dl/n5YIDwdLNWdLNKidj1iVG/RmLm3fy28GuCh7iQRaR0GPkTVOZ3Aj5E4cjUFlqZGsnrLx5WjMtPj++DXi7J6tLajJT7u1UzdySHSSgx8iKqpMer0ny+Um4qipRenVqHHtycqEdvO3YWRoQEW9PdnmzCip8TAh6iKiTFCP9wWhZ/P3JY/WosG+iO4PudQoidrDP/elovy+Vsd6qKFp726k0SktRj4EFVx0CPmUPrhxC2IIVb+29cPXZq6qjtZpGU+3nEJKVn5qO9sjXc6NVB3coi0GgMfoiq0YN9VLD90XT7/rJcvevnXUneSSMucvHEfv5y5IwPnea82h7mJkbqTRKTVGPgQVRER8Hz1x1X5XMy9NTDQS91JIi1sEC+qSYUBbbzgz3ZhRM+MgQ9RFfjmyA18vitaPhcTR4qJR4melKgijU7MhL2lCaZ29lF3coh0AgMfokq25vhNfLrzsnwu2mNwtmx62gbNX+4tHahwWpdGqGHF0ZmJKgMDH6JK9EPYTVXVhJgpe1IoG6LS01l28Doy8orQyNUG/Vp7qjs5RDqDgQ9RJVZLfPBrlKrLsaji4mzZ9DQS0nOx+vhN+XxaVx85DAIRVQ4GPkSVVNLzwdbScVZGdaiLGd0aMejRUHPmzEHr1q1hY2MDZ2dn9OrVCzExMdAkC/64ivyiErSp44COPs7qTg6RTmHgQ/SMvhdBz58lPSPbe2Mmgx6NdujQIYwdOxYnTpzA3r17UVhYiM6dOyM7OxuaID41B5sjbqtKe/hdIqpcHPOc6Bl8dzRWDi6nrN5iSY/m2717d7n11atXy5KfiIgIdOjQAeq24vB1FJco0L6BE1rVcVB3coh0DgMfoqf09eHr+L/fSrusj36uHqbz7lwrpaeny0cHh4qDjPz8fLkoZWRkVFla7mXmY9Pp0tKet59nb0Airazq+vzzz+WPwcSJE1Xb8vLyZFGzo6MjrK2t0adPHyQlJZX7u7i4OHTv3h2Wlpbybmzq1KkoKioqd8zBgwfRsmVLmJmZoX79+vLOjag6LN5/VRX0vPOv+gx6tFRJSYnMm4KDg9GsWbOHtgmys7NTLZ6eVdfD6rtjsSgoKpFzcbWty9IeIq0LfMLDw7FixQo0b9683PZJkyZh+/bt2Lx5s6xvv3v3Lnr37q3aX1xcLIOegoICHD9+HGvWrJFBzaxZs1THxMbGymM6duyIyMhImXmNGDECe/bsqcpTIj0n5t6auzsa//m9dHyVKS80xOTODHq0lbgBu3jxIjZs2PDQY2bOnClLhZRLfHx8laQlK78Ia8NuqYZC4HeKqIooqkhmZqaiQYMGir179yqee+45xYQJE+T2tLQ0hYmJiWLz5s2qYy9fvqwQSQkLC5Prv/32m8LQ0FCRmJioOmbZsmUKW1tbRX5+vlyfNm2aomnTpuXes1+/foouXbo8dhrT09Pl+4pHon9SXFyi+PDXi4ra03fI5etD19WdJK2nzmtw7NixCg8PD8WNGzc0Is0/hN2U36uO8w7I7xoRVc11aFiVd1KiRCY0NLTcdtGAUPSiKLu9UaNG8PLyQlhYmFwXj76+vnBxcVEd06VLF1m3HhUVpTrmr68tjlG+RkVEPb14jbIL0eMQjU2n/3xeNbbKJ72aYWSHuupOFj1lqd24ceOwZcsW7N+/H97e3hqRprUnSkt7BrWtDUOO20OkXY2bRbHxmTNnZFXXXyUmJsLU1BT29vbltosgR+xTHlM26FHuV+571DEimMnNzYWFhUWFdfUfffRRJZwh6ZP8omJM2hiJ3y4kQvwe/aevH3q39FB3sugZbsrWr1+PX3/9VY7lo8xTRPudivKN6nAmLk3OyWVmbIg+LWupJQ1E+qLSS3xE/feECROwbt06mJubQ5NUV1096Y7s/CKMWHNaBj2mRoZYOqglgx4tt2zZMnn9P//883Bzc1MtGzduVFua1v1Z2tPTzx32lpyTi0irSnxEVVZycrLsbVW2sfLhw4exePFi2fhYNFpOS0srV+ojenW5urrK5+Lx1KlT5V5X2eur7DF/7Qkm1m1tbR961yZ6f4mF6HE8yC7A0NXhiIxPg6WpEb5+oxVCGjipO1lUCdVKmjYZ6Y4LCfL5oEAvdSeHSOdVeolPp06dcOHCBdnTSrm0atUKgwYNUj03MTHBvn37VH8jhosX3deDgoLkungUryECKCUxwqoIapo0aaI6puxrKI9RvgbRs86V1HdFmAx67CxMsHZEIIMeqhKiNFF0YReTkYpu7ESkZSU+os78r+NhWFlZyTF7lNuHDx+OyZMnywHDRDAzfvx4GbC0bdtW7hfDx4sA54033sDcuXNlHfz7778v6+aVJTajR4+WJUjTpk3DsGHDZCPFTZs2YefOnZV9SqRnriZlYvB3p3A3PQ+utub4YXgbNHCxUXeySEdtO3dHPvbyr8Uu7ES6OnLzl19+CUNDQzlwoehpJXpjLV26VLXfyMgIO3bswJgxY2RAJAKnwYMH4+OPP1YdI3piiCBHjAm0YMECeHh44JtvvpGvRfS0Im6lYtjq00jPLUTdmlb4flgbeNSwVHeySEclZeThZGyqfN7d103dySHSCwaiTzv0lOgBJnpyiIaOouSJ9NueqES88+NZOSu2v5c9vhvcGjWs2NC0KmnjNViZaVbO9dbSyx6/vB1caWkk0nUZz3Adcq4uIgA/hN3Eh9uiUKIAOjVyxqKB/rA05eVBVWvbubvy8SU/d3UnhUhvMGcnvVZSosDnu6Px9eEbcn1AG0988nIzGBtV+TR2pOfiU3Nk43kxNtSLzVnNRVRdGPiQ3sorLMaUTeew88+uxGLerXH/qs8GplQt/rhcOhxHG28HONto1phnRLqMgQ/ppZSsfIz8/jTOxqXBxMgAc19tjlf8OTAhVZ9DV+7Jx44+zupOCpFeYeBDeudKUiaGrQ7H7Qe5coye5a8HIKieo7qTRXpW2njixn35/HkGPkTVioEP6ZWDMckYv/4sMvOLUNvREt8NaY16Na3VnSzSM6diU5FXWCLHiWrowu8fUXVi4EN6QYzasOrYTXy685LsuSXaVax4PYDd1Umt1VzPNazJNmVE1YyBD+nF7OqztkZh4+nSSWn7Bnjgs1d8YWrMnlukvpJH4TmfmupOCpHeYeBDOi05Mw9j1p5BxK0Hstvwuy82xvAQb95lk1q7sV+/lw0jQwME1+f8b0TVjYEP6axz8WkYvTYCCel5sDE3xsIB/uxBQ2p3/HqKfPT3tJeN64moejHwIZ20+XQ83tt6Uc56Xa+mFVa+2Qp12YiZNMCZW2nyUbQzI6Lqx8CHdK49zyc7LmHtiTi5HtrYBfP7+cHWnHfWpBnOxj+Qj/5eNdSdFCK9xMCHdEZCeq5szyOmARAmhjbAO/9qAEPRuIdIA2TkFeJqcpZ83sLTXt3JIdJLDHxIJxy5eg8TNkQiNbsAtubGWNDfHx0bsT0PaZbz8elQKABPBwvUtDFTd3KI9BIDH9JqxSUKLNp/FQv2XZU/KE3dbbFsUAC8HC3VnTSivzkb92c1lyeruYjUhYEPaa17mfmYuPEsjl0rHfq/f2tPzH6pKcxNjNSdNKIKKath/b1YzUWkLgx8SCsdvZqCiRsj5WSjFiZG+LRXM/QJ4CSjpNmjh59VBT4s8SFSFwY+pFUKi0vw5d4rWHbouqza8nGxwZJB/qjvbKPupBE9UlxqjmyDJkYMb+Jmq+7kEOktjtlPWiPufg76Lg/D0oOlQc+ANl74dVwwgx56IocPH0bPnj3h7u4uR/DeunVrtbzv2bjS0p5m7racLoVIjXj1kVZUEfwccRsvLjwi20iIXltLBrbEnN6+bM9DTyw7Oxt+fn5YsmRJtb7v5YQM+ehby65a35eIqjjwmTNnDlq3bg0bGxs4OzujV69eiImJKXdMXl4exo4dC0dHR1hbW6NPnz5ISkoqd0xcXBy6d+8OS0tL+TpTp05FUVFRuWMOHjyIli1bwszMDPXr18fq1asr+3RIzdJyCjDux7OYsvkcsvKL0LpODeya2AHdm7upO2mkpbp164ZPP/0Ur7zySrW+7/V7peP31HfmCOJEOhX4HDp0SAY1J06cwN69e1FYWIjOnTvLuyylSZMmYfv27di8ebM8/u7du+jdu7dqf3FxsQx6CgoKcPz4caxZs0YGNbNmzVIdExsbK4/p2LEjIiMjMXHiRIwYMQJ79uyp7FMiNTl05R66fHUYO88nyAkd/925ITaMCkItewt1J430SH5+PjIyMsotT+PGvdI8sB6nTiFSL0UVS05OVoi3OXTokFxPS0tTmJiYKDZv3qw65vLly/KYsLAwuf7bb78pDA0NFYmJiapjli1bprC1tVXk5+fL9WnTpimaNm1a7r369eun6NKly2OnLT09Xb6veCTNkZVXqHj3l/OK2tN3yKXjfw4oIuMeqDtZVAXUfQ2K996yZcsjj/nwww/lcX9dniTN+YXFirozd8rvc2J6biWknEi/pT9D3lHlbXzS09Plo4ND6YR8ERERshQoNDRUdUyjRo3g5eWFsLAwuS4efX194eLiojqmS5cu8k4rKipKdUzZ11Aeo3yNqrxzo6qdubrrgsNYd7J0rq0h7epg5/j28OPw/qQmM2fOlPmYcomPj3/i14hLzZaDbVqbGcOZIzYT6W539pKSElkFFRwcjGbNmsltiYmJMDU1hb19+R8yEeSIfcpjygY9yv3KfY86RgQzubm5sLCwqLD90UcffVTJZ0mVITOvEF/sjlZNLiqqs+a92hzt6jupO2mk50QbQrE8i2vJpdVcdWtayZ5kRKSjgY9o63Px4kUcPXoUmnLnNnnyZNW6CJI8PT3VmiYCDsQk471fLuBuep5cHxTohRndGsGGM6qTjriRUtqwme17iHQ48Bk3bhx27Nghx8zw8PjfiLqurq6y0XJaWlq5Uh/Rq0vsUx5z6tSpcq+n7PVV9pi/9gQT67a2thWW9lTWnRtVHjHlxCc7LmHbubty3cvBEp/39mUpD1WprKwsXLt2rVxHCdFBQlTHiyr3qnD9zxKfejWtquT1iejxVXobH9FeUAQ9W7Zswf79++Ht7V1uf0BAAExMTLBv3z7VNtHdXXRfDwoKkuvi8cKFC0hOTlYdI3qIiaCmSZMmqmPKvobyGOVrkOYqKVFgY3gcQucfkkGPoQEwPMQbuye2Z9BDVe706dPw9/eXiyBKgcXzsr1Gq6orO0t8iHSwxEdUb61fvx6//vqrHMtH2SbHzs5OlsSIx+HDh8vMRtxhiWBm/PjxMmBp27atPFZ0fxcBzhtvvIG5c+fK13j//fflaytLbEaPHo3Fixdj2rRpGDZsmAyyNm3ahJ07d1b2KVEliknMxHtbLuD0rdJZqsXQ/Z/38UVzDzZepurx/PPPyxu06iLeSxn41GXgQ6R7gc+yZctUmUtZq1atwpAhQ+TzL7/8EoaGhnLgQtHTSvTGWrp0qepYIyMjWU02ZswYGRBZWVlh8ODB+Pjjj1XHiJIkEeSIMYEWLFggq9O++eYb+VqkecTgg1/tvYJVx2/K3i2WpkaY/EJD2WvL2IgDiJPuSskqQGZekSzZrO1oqe7kEOk9A9GnHXpKNG4WJVCii6ooeaKqqdbaGnkHc3ZFyzY9QtemrpjVswncORCh3tPGa/BJ03zixn30//qEDHoOTe1YLWkk0nUZz5B3cHZ2qjJn4x7g4x2XVJMz1nG0xOyXmuJ5H2d1J42o2qiquZzYsJlIEzDwoUp3Ny0X8/bEYMvZO3JdVGuN+1d92YDZzJiTipJ+if1zqgq27yHSDAx8qNJk5BVi+cHr+PZoLPKLSuS2Pi09MK2rD1xszdWdPCK1SP6zitfNjtcAkSZg4EPPLL+oGOtOxGHR/qt4kFMot7XxdsD73RuztxbpvZSs0sDHyZpjiBFpAgY+9NSKikvwy9k7WPDHVdxJy1UNyT+9ayN0buLCofmJygQ+NTlHF5FGYOBDT0x0R99x/q4MeG6klLZfcLE1w4RODfFaKw92Tyf6S3d2gSU+RJqBgQ89ccCzaP81XEsu7alSw9IEY56vhzeD6sDchA2XicoqLC5BarYy8DFVd3KIiIEPPW7mvfXsHSw9eB2xf5bw2JobY2T7uhga4g1rM36NiCqiDHqMDA1Qw5KBD5Em4C8WPVR2fhE2nY7HysM3VDOn21uaYFiwN4YE14EtZ08neiTloJ2OVqYwFEM3E5HaMfChv0nOyMOasJtYeyIO6bmFqvYJI9p74/W2tVnCQ/SY7rFHF5HG4S8YqVy4nY5Vx2Kx/fxdFBYrVKMtj+xQV47HwzY8RE8m5c8SHyf26CLSGAx89FxeYTF2XUzA92G3VFNLCAG1a8g2PC80cZHtE4joWXp0sX0PkaZg4KOnbtzLwobweGw+Ha8adNDEyADdfd0wNNgbfp4ceJDoWXEMHyLNw8BHzxor/3YhAZsjbuNUbKpqu7udOQa08UL/Nl7MoImqoHFzTbbxIdIYDHz0YHTlsBv3seXMHeyOSkROQbHcLmqvOvo4y2Cno09NDjpIVAU4XQWR5mHgo4NKShSIiHuAHefuYueFBFU7A2Vj5b6tPNG7ZS242VmoNZ1Euo6BD5HmYeCjQ4MMhsemylKd36OSkJhROu6OcnTl7s3d8Iq/B1p62XMOLaJqorzpYBUykeZg4KPFHmQX4PDVe9gfnYwD0cnIyCtS7bMxM8YLTV3Qo7kb2jeoCRNWZRFVK05XQaSZGPhokYKiEkTGp+HotRQcvnIP52+noaR0uB3JwcoUoY2d0bWZK4LrO8HMmOPuEKkLp6sg0kwMfDR8jJ1z8WkIv5mKk7GpiLj1QNU4WamRqw2e93GWAY+/Vw2OuUOkYT26xA0Jp6sg0hxaH/gsWbIE8+bNQ2JiIvz8/LBo0SK0adMG2tgg+UZKNi7eSZelOmfj03DpbrpqBGUlMedPUD1HdGhQEyENnOBuzwbKRJqYdyinq2BXdiLNotWBz8aNGzF58mQsX74cgYGB+Oqrr9ClSxfExMTA2dkZmkihUMgGj9fvZeFqUiZikjJxOUEsGX8rzVE2imxdpwYCvR3RxtsBPi42vHsk0oK8g9NVEGkmrQ585s+fj5EjR2Lo0KFyXWRiO3fuxHfffYcZM2aoLbARE3smZeQjIT0XCel5uP0gB/Gpubh5PxuxKdnILNMIuSxzE0M0dbeDby07+HvZw9+zBjwdLNgLi0gL8w5OV0GkmbQ28CkoKEBERARmzpyp2mZoaIjQ0FCEhYVV2vvcz8rH75eSZA8NUe2UX1SMvIJiZIslv0gGMSLQeZBTIBsz3s8ukI2QH0XEMbXsLWTpTUNXG9lOp4mbLbydrDiQIJGO5B2q6SpY1UWkUbQ28ElJSUFxcTFcXFzKbRfr0dHRFf5Nfn6+XJQyMjL+8X3upOVi5i8Xnjh9dhYmcLMzl4tHDUtZclPb0Qq1HS1Rx9GKM50TaUne8TT5RrnpKljVRaRRtDbweRpz5szBRx999ER/I7qhhjZ2gamxAYwNDWFmbAgLUyO5WJsaw9rcGPaWJrC3MJW9N8QiMjoGNkT6m28IzT3sZKlwAxebKkkXEelZ4OPk5AQjIyMkJSWV2y7WXV1dK/wbUbQtGjSWvXPz9PR85Pt4Oljim8GtKinVRKRtecfT5BvCiPZ15UJEmkVrG5SYmpoiICAA+/btU20rKSmR60FBQRX+jZmZGWxtbcstRKRfnjTvYL5BpFu0tsRHEHdhgwcPRqtWreT4G6JLanZ2tqqnBhFRRZh3EOkvrQ58+vXrh3v37mHWrFlyELIWLVpg9+7df2u0SERUFvMOIv1loBADz+gpUVdvZ2eH9PR0Fl8TqYE2XoPamGYiXZPxDNehVpf4PCtlzPe43VOJqHIprz1tuv9ivkGk3XmHXgc+mZmZ8vFxemgQUdVei+LuTRsw3yDS7rxDr6u6RE+Ou3fvwsbGpsJpIZTdVuPj43WiSJvno/l07Zz+6XxE9iMyLnd3dzl6sjbQt3xDF8+J56P95/MseYdel/iI/ywPD49/PE7XurDyfDSfrp3To85HW0p69D3f0MVz4vlo9/k8bd6hHbdYRERERJWAgQ8RERHpDQY+jyBGbP3www/loy7g+Wg+XTsnXTsffT1nXTsnno9+n49eN24mIiIi/cISHyIiItIbDHyIiIhIbzDwISIiIr3BwIeIiIj0BgOfh1iyZAnq1KkDc3NzBAYG4tSpU9AGc+bMQevWreWoss7OzujVqxdiYmLKHfP888/LEWfLLqNHj4ammj179t/S26hRI9X+vLw8jB07Fo6OjrC2tkafPn2QlJQETSW+V389H7GIc9CGz+fw4cPo2bOnHDFVpG3r1q3l9ov+EmLWczc3N1hYWCA0NBRXr14td0xqaioGDRokByezt7fH8OHDkZWVBV3AvEMz6Fq+ITDvQKXkHQx8KrBx40ZMnjxZdqc7c+YM/Pz80KVLFyQnJ0PTHTp0SF4EJ06cwN69e1FYWIjOnTsjOzu73HEjR45EQkKCapk7dy40WdOmTcul9+jRo6p9kyZNwvbt27F582Z5/mI6gd69e0NThYeHlzsX8TkJffv21YrPR3yXxDUhfuArItK6cOFCLF++HCdPnoSVlZW8fsQPjZLIuKKiouS579ixQ2aIo0aNgrZj3qFZdCnfEJh3oHLyDtGdncpr06aNYuzYsar14uJihbu7u2LOnDkKbZOcnCyGK1AcOnRIte25555TTJgwQaEtPvzwQ4Wfn1+F+9LS0hQmJiaKzZs3q7ZdvnxZnnNYWJhCG4jPol69eoqSkhKt+3zE//OWLVtU6+IcXF1dFfPmzSv3GZmZmSl+/PFHuX7p0iX5d+Hh4apjdu3apTAwMFDcuXNHoc2Yd2gOXc83BOYdiqfKO1ji8xcFBQWIiIiQRWxl5+YR62FhYdA26enp8tHBwaHc9nXr1sHJyQnNmjXDzJkzkZOTA00mijtF8WjdunVlxB8XFye3i89K3JmW/bxEcbaXl5dWfF7i+7Z27VoMGzas3ISX2vb5KMXGxiIxMbHc5yHm0xFVPsrPQzyKIupWrVqpjhHHi+tM3OVpK+YdmkdX8w2BecfT5x16PUlpRVJSUlBcXAwXF5dy28V6dHQ0tImYRXrixIkIDg6WF4HSwIEDUbt2bZkhnD9/HtOnT5d1+b/88gs0kfjir169Gj4+PrLo9qOPPkL79u1x8eJFeaGYmprKi+Gvn5fYp+lEHXdaWhqGDBmitZ9PWcr/84quH+U+8SjakJRlbGwsf2C14TN7GOYdmkWX8w2BecfT5x0MfHSYqK8XF3nZem2hbH2or6+vbEjWqVMnXL9+HfXq1YOm6datm+p58+bNZYYmLu5NmzbJBnDa7Ntvv5XnJzIqbf18SPfoQt6hy/mGwLzj6bGq6y9EEaGRkdHfWveLdVdXV2iLcePGyYZfBw4cgIeHxyOPFRmCcO3aNWgDcZfWsGFDmV7xmYgiX3Hno22f161bt/DHH39gxIgROvP5KP/PH3X9iMe/NvYtKiqSvTU0/TN7FOYdmk1X8g2Becez5R0MfP5CFH8GBARg37595Yp9xXpQUBA0nWgzJjKuLVu2YP/+/fD29v7Hv4mMjJSP4u5AG4iui+IORqRXfFYmJiblPi9RtCvq8jX981q1apUstu3evbvOfD7i+yYyoLKfR0ZGhqx/V34e4lH84Ih2FkriuyquM2VGrY2Yd2g2Xck3BOYdEc+Wd1RaE20dsmHDBtmSfPXq1bIV+ahRoxT29vaKxMREhaYbM2aMws7OTnHw4EFFQkKCasnJyZH7r127pvj4448Vp0+fVsTGxip+/fVXRd26dRUdOnRQaKopU6bI8xHpPXbsmCI0NFTh5OQke50Io0ePVnh5eSn2798vzysoKEgumkz09hFpnj59ernt2vD5ZGZmKs6ePSsXkYXMnz9fPr9165bc//nnn8vrRaT9/Pnzipdfflnh7e2tyM3NVb1G165dFf7+/oqTJ08qjh49qmjQoIFiwIABCm3HvENz6GK+ITDv6PrMeQcDn4dYtGiR/HKZmprKLqonTpxQaAPxZapoWbVqldwfFxcnLwQHBweZQdevX18xdepURXp6ukJT9evXT+Hm5iY/i1q1asl1cZEriYvi7bffVtSoUUNhaWmpeOWVV2SGrcn27NkjP5eYmJhy27Xh8zlw4ECF37HBgweruqV+8MEHChcXF3kOnTp1+tt53r9/X2ZW1tbWCltbW8XQoUNlpqgLmHdoBl3MNwTmHfefOe8wEP9UboEVERERkWZiGx8iIiLSGwx8iIiISG8w8CEiIiK9wcCHiIiI9AYDHyIiItIbDHyIiIhIbzDwISIiIr3BwIeIiIj0BgMfIiIi0hsMfIiIiEhvMPAhIiIivcHAh4iIiKAv/h+nkLD4ct2/XQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-09T02:26:09.970293Z",
     "start_time": "2025-04-09T02:26:09.968376Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "43c8d65957c7acb0",
   "outputs": [],
   "execution_count": null
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
